SD3.5-Turbo-Realism-2.0-LoRA Open Source Model - Rapidly Generate High-Resolution Realistic Portrait Images

SD3.5 Turbo Realism 2.0 LoRA

Developed by prithivMLmods

LoRA fine-tuned model based on SD3.5-Turbo, specializing in high-resolution photorealistic portrait generation with 10-step quick generation support

Image Generation Open Source License:Openrail #10-step quick generation #Photorealistic portraits #Sony camera simulation

Downloads 25.30k

Release Time : 11/7/2024

Model Overview

This is a LoRA fine-tuned model based on Stable Diffusion 3.5 Turbo, specifically optimized for photorealistic portrait generation, ideal for quickly creating photo-realistic character portraits.

Model Features

Fast generation

Only 10 steps required to generate high-quality images

Realism style optimization

Specially optimized for portrait photography style

High-resolution support

Supports UHD-level high-resolution image generation

Precise parameter tuning

Includes professional parameter optimizations like noise offset and multi-resolution noise decay

Model Capabilities

Photorealistic portrait generation

High-resolution image generation

Fast image generation

Portrait photography style simulation

Use Cases

Portrait photography

Professional portrait generation

Generate professional-grade portrait photos for commercial use

Photo-realistic quality with support for various lighting conditions and backgrounds

Fashion photography

Generate fashion magazine-style clothing display photos

Precise control over clothing details and model poses

Creative design

Concept character design

Quickly generate character design concept art

Supports various style and feature combinations

🚀 SD3.5-Turbo-Realism-2.0-LoRA

This LoRA model based on SD3.5 Turbo focuses on achieving high - realism image generation, offering a new option for text - to - image tasks.

🚀 Quick Start

Demo

Demo space + Grid Gen Upto 3X2: https://huggingface.co/spaces/prithivMLmods/SD3.5-TURBO-REALISM (In Use)

⚠️ Important Note

The model is still in the training phase. This is not the final version and may contain artifacts and perform poorly in some cases.

✨ Features

Text - to - Image: Capable of generating high - quality images based on text prompts.
LoRA Integration: Utilizes LoRA technology to fine - tune the base model, improving efficiency and flexibility.
Turbo Realism: Specializes in generating highly realistic images.

📦 Installation

Environment Setup

from diffusers import DiffusionPipeline
import torch

device = "cuda" if torch.cuda.is_available() else "cpu"
model_repo_id = "stabilityai/stable-diffusion-3.5-large-turbo"

torch_dtype = torch.bfloat16 if torch.cuda.is_available() else torch.float32

pipe = DiffusionPipeline.from_pretrained(model_repo_id, torch_dtype=torch_dtype)
pipe = pipe.to(device)

pipe.load_lora_weights("prithivMLmods/SD3.5-Turbo-Realism-2.0-LoRA", weight_name="SD3.5-Turbo-Realism-2.0-LoRA.safetensors")
trigger_word = "Turbo Realism"  
pipe.fuse_lora(lora_scale=1.0)

💻 Usage Examples

Basic Usage

You should use Turbo Realism to trigger the image generation.

📚 Documentation

Model Description

prithivMLmods/SD3.5-Turbo-Realism-2.0-LoRA

Property	Details
Base Model	stabilityai/stable-diffusion-3.5-large-turbo
Instance Prompt	Turbo Realism
License	creativeml-openrail-m

Image Processing Parameters

Parameter	Value
LR Scheduler	constant
Noise Offset	0.03
Optimizer	AdamW
Multires Noise Discount	0.1
Network Dim	64
Multires Noise Iterations	10
Network Alpha	32
Repeat & Steps	20 & 2350
Epoch	13
Save Every N Epochs	1

Labeling: florence2 - en(natural language & English)

Total Images Used for Training: 27

App File Structure

/project-root/
├── .gitattributes         
├── README.md      
├── app.py             
├── pythonproject.py

📄 License

This model is under the creativeml-openrail-m license.

Download model

Weights for this model are available in Safetensors format. Download them in the Files & versions tab.

Featured Recommended AI Models

Empowering the Future, Your AI Solution Knowledge Base

English 简体中文繁體中文にほんご